SmartGen synthesizes smart home behavior sequences with an LLM, graph-guided prompts, and outlier filtering, reporting 85.43% better anomaly detection and 70.51% better behavior prediction under behavioral drift.
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Semantic-aware Graph-guided Behavior Sequences Generation with Large Language Models for Smart Homes
SmartGen synthesizes smart home behavior sequences with an LLM, graph-guided prompts, and outlier filtering, reporting 85.43% better anomaly detection and 70.51% better behavior prediction under behavioral drift.